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ECE:5240

Deep Learning Theory

University of Iowa 3 credits ECE

Course Description

Focus on the statistical foundations and core concepts of deep-learning-based machine learning; address the challenges of deep learning's "black box" nature by exploring theoretical perspectives on generalization performance, limitations, and adversarial vulnerability; emphasize developing intuition for how and why deep learning works, guiding future improvements, and identifying open research problems in the field. Prerequisites: STAT:2020.

Code
ECE:5240
Credits
3
Subject
ECE

Programs That Include This Course

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